Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 5500 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.5 MiB |
| Average record size in memory | 288.0 B |
Variable types
| Categorical | 12 |
|---|---|
| Numeric | 20 |
device_fraud_count has constant value "0" | Constant |
foreign_request is highly imbalanced (77.7%) | Imbalance |
source is highly imbalanced (93.9%) | Imbalance |
device_distinct_emails_8w is highly imbalanced (79.2%) | Imbalance |
name_email_similarity has unique values | Unique |
days_since_request has unique values | Unique |
intended_balcon_amount has unique values | Unique |
velocity_6h has unique values | Unique |
velocity_24h has unique values | Unique |
velocity_4w has unique values | Unique |
bank_branch_count_8w has 1021 (18.6%) zeros | Zeros |
employment_status has 4220 (76.7%) zeros | Zeros |
housing_status has 1957 (35.6%) zeros | Zeros |
month has 734 (13.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-17 08:05:48.375600 |
|---|---|
| Analysis finished | 2023-07-17 08:06:34.142479 |
| Duration | 45.77 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
fraud_bool
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2777 | |
| 1 | 2723 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2777 | |
| 1 | 2723 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2777 | |
| 1 | 2723 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2777 | |
| 1 | 2723 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2777 | |
| 1 | 2723 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2777 | |
| 1 | 2723 |
income
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.61781818 |
| Minimum | 0.1 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.4 |
| median | 0.7 |
| Q3 | 0.9 |
| 95-th percentile | 0.9 |
| Maximum | 0.9 |
| Range | 0.8 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.28819087 |
|---|---|
| Coefficient of variation (CV) | 0.4664655 |
| Kurtosis | -1.0127551 |
| Mean | 0.61781818 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.66245063 |
| Sum | 3398 |
| Variance | 0.083053977 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9 | 1757 | |
| 0.8 | 809 | |
| 0.1 | 708 | |
| 0.6 | 570 | 10.4% |
| 0.7 | 507 | 9.2% |
| 0.4 | 385 | 7.0% |
| 0.2 | 306 | 5.6% |
| 0.5 | 246 | 4.5% |
| 0.3 | 212 | 3.9% |
| Value | Count | Frequency (%) |
| 0.1 | 708 | |
| 0.2 | 306 | 5.6% |
| 0.3 | 212 | 3.9% |
| 0.4 | 385 | 7.0% |
| 0.5 | 246 | 4.5% |
| 0.6 | 570 | 10.4% |
| 0.7 | 507 | 9.2% |
| 0.8 | 809 | |
| 0.9 | 1757 |
| Value | Count | Frequency (%) |
| 0.9 | 1757 | |
| 0.8 | 809 | |
| 0.7 | 507 | 9.2% |
| 0.6 | 570 | 10.4% |
| 0.5 | 246 | 4.5% |
| 0.4 | 385 | 7.0% |
| 0.3 | 212 | 3.9% |
| 0.2 | 306 | 5.6% |
| 0.1 | 708 |
name_email_similarity
Real number (ℝ)
| Distinct | 5500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.43993356 |
| Minimum | 0.00041230123 |
|---|---|
| Maximum | 0.99990304 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0.00041230123 |
|---|---|
| 5-th percentile | 0.049570759 |
| Q1 | 0.16306603 |
| median | 0.40105978 |
| Q3 | 0.71988657 |
| 95-th percentile | 0.90917754 |
| Maximum | 0.99990304 |
| Range | 0.99949074 |
| Interquartile range (IQR) | 0.55682054 |
Descriptive statistics
| Standard deviation | 0.29724521 |
|---|---|
| Coefficient of variation (CV) | 0.67565932 |
| Kurtosis | -1.3021793 |
| Mean | 0.43993356 |
| Median Absolute Deviation (MAD) | 0.26223537 |
| Skewness | 0.27221965 |
| Sum | 2419.6346 |
| Variance | 0.088354715 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.7792448406 | 1 | < 0.1% |
| 0.5512529286 | 1 | < 0.1% |
| 0.1353800828 | 1 | < 0.1% |
| 0.8178033991 | 1 | < 0.1% |
| 0.7755687696 | 1 | < 0.1% |
| 0.1513656895 | 1 | < 0.1% |
| 0.05772770305 | 1 | < 0.1% |
| 0.3237178092 | 1 | < 0.1% |
| 0.5726008577 | 1 | < 0.1% |
| 0.887854906 | 1 | < 0.1% |
| Other values (5490) | 5490 |
| Value | Count | Frequency (%) |
| 0.0004123012334 | 1 | |
| 0.0004440927114 | 1 | |
| 0.0007856695796 | 1 | |
| 0.001000799831 | 1 | |
| 0.001407635748 | 1 | |
| 0.00167055161 | 1 | |
| 0.001807455147 | 1 | |
| 0.001939988627 | 1 | |
| 0.001963046779 | 1 | |
| 0.002537553055 | 1 |
| Value | Count | Frequency (%) |
| 0.9999030413 | 1 | |
| 0.9998052127 | 1 | |
| 0.9997921896 | 1 | |
| 0.9997304468 | 1 | |
| 0.9994507157 | 1 | |
| 0.9993550212 | 1 | |
| 0.9993363703 | 1 | |
| 0.9993278189 | 1 | |
| 0.9992479729 | 1 | |
| 0.9992063694 | 1 |
prev_address_months_count
Real number (ℝ)
| Distinct | 202 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.304727 |
| Minimum | -1 |
|---|---|
| Maximum | 361 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4463 |
| Negative (%) | 81.1% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | -1 |
| 95-th percentile | 81.05 |
| Maximum | 361 |
| Range | 362 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 38.824015 |
|---|---|
| Coefficient of variation (CV) | 3.4343168 |
| Kurtosis | 29.331354 |
| Mean | 11.304727 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.9377802 |
| Sum | 62176 |
| Variance | 1507.3041 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 4463 | |
| 11 | 45 | 0.8% |
| 30 | 44 | 0.8% |
| 10 | 41 | 0.7% |
| 31 | 37 | 0.7% |
| 29 | 37 | 0.7% |
| 28 | 33 | 0.6% |
| 27 | 30 | 0.5% |
| 12 | 29 | 0.5% |
| 13 | 29 | 0.5% |
| Other values (192) | 712 | 12.9% |
| Value | Count | Frequency (%) |
| -1 | 4463 | |
| 8 | 6 | 0.1% |
| 9 | 19 | 0.3% |
| 10 | 41 | 0.7% |
| 11 | 45 | 0.8% |
| 12 | 29 | 0.5% |
| 13 | 29 | 0.5% |
| 14 | 3 | 0.1% |
| 16 | 2 | < 0.1% |
| 17 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 361 | 1 | |
| 360 | 1 | |
| 346 | 1 | |
| 344 | 1 | |
| 341 | 1 | |
| 334 | 1 | |
| 332 | 1 | |
| 326 | 1 | |
| 322 | 1 | |
| 321 | 2 |
current_address_months_count
Real number (ℝ)
| Distinct | 377 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.846909 |
| Minimum | -1 |
|---|---|
| Maximum | 402 |
| Zeros | 27 |
| Zeros (%) | 0.5% |
| Negative | 14 |
| Negative (%) | 0.3% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 34 |
| median | 73 |
| Q3 | 145 |
| 95-th percentile | 287.05 |
| Maximum | 402 |
| Range | 403 |
| Interquartile range (IQR) | 111 |
Descriptive statistics
| Standard deviation | 88.254537 |
|---|---|
| Coefficient of variation (CV) | 0.88389854 |
| Kurtosis | 1.0612493 |
| Mean | 99.846909 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | 1.2279669 |
| Sum | 549158 |
| Variance | 7788.8633 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 72 | 1.3% |
| 7 | 71 | 1.3% |
| 5 | 67 | 1.2% |
| 3 | 63 | 1.1% |
| 11 | 60 | 1.1% |
| 8 | 57 | 1.0% |
| 2 | 53 | 1.0% |
| 36 | 52 | 0.9% |
| 40 | 52 | 0.9% |
| 14 | 49 | 0.9% |
| Other values (367) | 4904 |
| Value | Count | Frequency (%) |
| -1 | 14 | 0.3% |
| 0 | 27 | 0.5% |
| 1 | 30 | |
| 2 | 53 | |
| 3 | 63 | |
| 4 | 48 | |
| 5 | 67 | |
| 6 | 72 | |
| 7 | 71 | |
| 8 | 57 |
| Value | Count | Frequency (%) |
| 402 | 1 | < 0.1% |
| 390 | 1 | < 0.1% |
| 389 | 1 | < 0.1% |
| 388 | 1 | < 0.1% |
| 387 | 1 | < 0.1% |
| 385 | 1 | < 0.1% |
| 384 | 1 | < 0.1% |
| 383 | 1 | < 0.1% |
| 382 | 4 | |
| 381 | 4 |
customer_age
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.12 |
| Minimum | 10 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 30 |
| median | 40 |
| Q3 | 50 |
| 95-th percentile | 60 |
| Maximum | 80 |
| Range | 70 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 13.017123 |
|---|---|
| Coefficient of variation (CV) | 0.35067681 |
| Kurtosis | -0.33841386 |
| Mean | 37.12 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.34821242 |
| Sum | 204160 |
| Variance | 169.4455 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30 | 1522 | |
| 40 | 1351 | |
| 50 | 1076 | |
| 20 | 1000 | |
| 60 | 386 | 7.0% |
| 70 | 73 | 1.3% |
| 10 | 71 | 1.3% |
| 80 | 21 | 0.4% |
| Value | Count | Frequency (%) |
| 10 | 71 | 1.3% |
| 20 | 1000 | |
| 30 | 1522 | |
| 40 | 1351 | |
| 50 | 1076 | |
| 60 | 386 | 7.0% |
| 70 | 73 | 1.3% |
| 80 | 21 | 0.4% |
| Value | Count | Frequency (%) |
| 80 | 21 | 0.4% |
| 70 | 73 | 1.3% |
| 60 | 386 | 7.0% |
| 50 | 1076 | |
| 40 | 1351 | |
| 30 | 1522 | |
| 20 | 1000 | |
| 10 | 71 | 1.3% |
days_since_request
Real number (ℝ)
| Distinct | 5500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0974769 |
| Minimum | 1.0131141 × 10-6 |
|---|---|
| Maximum | 75.542228 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 1.0131141 × 10-6 |
|---|---|
| 5-th percentile | 0.0012942457 |
| Q1 | 0.0067664271 |
| median | 0.014260019 |
| Q3 | 0.025296693 |
| 95-th percentile | 5.7720435 |
| Maximum | 75.542228 |
| Range | 75.542227 |
| Interquartile range (IQR) | 0.018530265 |
Descriptive statistics
| Standard deviation | 5.8317451 |
|---|---|
| Coefficient of variation (CV) | 5.3137746 |
| Kurtosis | 99.451938 |
| Mean | 1.0974769 |
| Median Absolute Deviation (MAD) | 0.0085243534 |
| Skewness | 9.1470888 |
| Sum | 6036.1232 |
| Variance | 34.009251 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.02110889945 | 1 | < 0.1% |
| 0.01117185114 | 1 | < 0.1% |
| 0.0006074459183 | 1 | < 0.1% |
| 0.009223247485 | 1 | < 0.1% |
| 0.009166839964 | 1 | < 0.1% |
| 0.01534107892 | 1 | < 0.1% |
| 0.005720793004 | 1 | < 0.1% |
| 0.005966488637 | 1 | < 0.1% |
| 0.02035226683 | 1 | < 0.1% |
| 0.02026578312 | 1 | < 0.1% |
| Other values (5490) | 5490 |
| Value | Count | Frequency (%) |
| 1.013114141 × 10-6 | 1 | |
| 3.764140761 × 10-6 | 1 | |
| 8.48461672 × 10-6 | 1 | |
| 8.709347877 × 10-6 | 1 | |
| 2.156641541 × 10-5 | 1 | |
| 2.601894185 × 10-5 | 1 | |
| 3.151253745 × 10-5 | 1 | |
| 3.510499228 × 10-5 | 1 | |
| 3.865886698 × 10-5 | 1 | |
| 3.941874931 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 75.54222839 | 1 | |
| 74.86882796 | 1 | |
| 74.86462468 | 1 | |
| 73.83174607 | 1 | |
| 72.99068764 | 1 | |
| 72.24382139 | 1 | |
| 72.15778385 | 1 | |
| 72.10941337 | 1 | |
| 71.78505923 | 1 | |
| 71.3739354 | 1 |
intended_balcon_amount
Real number (ℝ)
| Distinct | 5500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5908617 |
| Minimum | -6.3271116 |
|---|---|
| Maximum | 110.94279 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4443 |
| Negative (%) | 80.8% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | -6.3271116 |
|---|---|
| 5-th percentile | -1.5857968 |
| Q1 | -1.2002076 |
| median | -0.87143294 |
| Q3 | -0.42305433 |
| 95-th percentile | 49.721074 |
| Maximum | 110.94279 |
| Range | 117.2699 |
| Interquartile range (IQR) | 0.7771533 |
Descriptive statistics
| Standard deviation | 18.935875 |
|---|---|
| Coefficient of variation (CV) | 2.87305 |
| Kurtosis | 9.9068424 |
| Mean | 6.5908617 |
| Median Absolute Deviation (MAD) | 0.37200566 |
| Skewness | 3.0175571 |
| Sum | 36249.739 |
| Variance | 358.56736 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1.253772477 | 1 | < 0.1% |
| -0.8325816232 | 1 | < 0.1% |
| -0.9153381607 | 1 | < 0.1% |
| 20.41620595 | 1 | < 0.1% |
| -0.7767550211 | 1 | < 0.1% |
| -0.6535074651 | 1 | < 0.1% |
| -1.188447238 | 1 | < 0.1% |
| -0.4314345668 | 1 | < 0.1% |
| -0.8663288789 | 1 | < 0.1% |
| -0.3363496272 | 1 | < 0.1% |
| Other values (5490) | 5490 |
| Value | Count | Frequency (%) |
| -6.327111566 | 1 | |
| -4.955735289 | 1 | |
| -4.772975962 | 1 | |
| -4.543375583 | 1 | |
| -4.244589691 | 1 | |
| -3.607667155 | 1 | |
| -3.455400025 | 1 | |
| -3.283485615 | 1 | |
| -2.860092751 | 1 | |
| -2.633324413 | 1 |
| Value | Count | Frequency (%) |
| 110.9427907 | 1 | |
| 109.1411107 | 1 | |
| 109.122426 | 1 | |
| 107.8971166 | 1 | |
| 107.8820079 | 1 | |
| 106.5369373 | 1 | |
| 106.2991256 | 1 | |
| 105.9925994 | 1 | |
| 105.7679449 | 1 | |
| 105.6223722 | 1 |
payment_type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 | |
| 3 | |
| 4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2098 | |
| 2 | 1682 | |
| 0 | 1094 | |
| 3 | 625 | 11.4% |
| 4 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2098 | |
| 2 | 1682 | |
| 0 | 1094 | |
| 3 | 625 | 11.4% |
| 4 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2098 | |
| 2 | 1682 | |
| 0 | 1094 | |
| 3 | 625 | 11.4% |
| 4 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2098 | |
| 2 | 1682 | |
| 0 | 1094 | |
| 3 | 625 | 11.4% |
| 4 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2098 | |
| 2 | 1682 | |
| 0 | 1094 | |
| 3 | 625 | 11.4% |
| 4 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2098 | |
| 2 | 1682 | |
| 0 | 1094 | |
| 3 | 625 | 11.4% |
| 4 | 1 | < 0.1% |
zip_count_4w
Real number (ℝ)
| Distinct | 2559 |
|---|---|
| Distinct (%) | 46.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1596.2698 |
| Minimum | 19 |
|---|---|
| Maximum | 6336 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 504.9 |
| Q1 | 910 |
| median | 1303.5 |
| Q3 | 1990.25 |
| 95-th percentile | 3675 |
| Maximum | 6336 |
| Range | 6317 |
| Interquartile range (IQR) | 1080.25 |
Descriptive statistics
| Standard deviation | 994.58384 |
|---|---|
| Coefficient of variation (CV) | 0.6230675 |
| Kurtosis | 2.0071388 |
| Mean | 1596.2698 |
| Median Absolute Deviation (MAD) | 478.5 |
| Skewness | 1.4122368 |
| Sum | 8779484 |
| Variance | 989197.02 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 874 | 10 | 0.2% |
| 1180 | 9 | 0.2% |
| 1059 | 9 | 0.2% |
| 901 | 9 | 0.2% |
| 823 | 9 | 0.2% |
| 888 | 9 | 0.2% |
| 1064 | 9 | 0.2% |
| 758 | 9 | 0.2% |
| 675 | 8 | 0.1% |
| 1113 | 8 | 0.1% |
| Other values (2549) | 5411 |
| Value | Count | Frequency (%) |
| 19 | 1 | |
| 39 | 1 | |
| 43 | 1 | |
| 56 | 1 | |
| 64 | 1 | |
| 85 | 1 | |
| 96 | 1 | |
| 99 | 1 | |
| 104 | 1 | |
| 106 | 1 |
| Value | Count | Frequency (%) |
| 6336 | 1 | |
| 6262 | 1 | |
| 6135 | 1 | |
| 6037 | 1 | |
| 5857 | 1 | |
| 5803 | 1 | |
| 5763 | 1 | |
| 5755 | 1 | |
| 5749 | 1 | |
| 5717 | 1 |
velocity_6h
Real number (ℝ)
| Distinct | 5500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5459.956 |
| Minimum | 54.188813 |
|---|---|
| Maximum | 15901.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 54.188813 |
|---|---|
| 5-th percentile | 1204.4584 |
| Q1 | 3175.2061 |
| median | 5143.9913 |
| Q3 | 7472.5023 |
| 95-th percentile | 10754.113 |
| Maximum | 15901.17 |
| Range | 15846.981 |
| Interquartile range (IQR) | 4297.2961 |
Descriptive statistics
| Standard deviation | 2993.4015 |
|---|---|
| Coefficient of variation (CV) | 0.54824646 |
| Kurtosis | 0.11488676 |
| Mean | 5459.956 |
| Median Absolute Deviation (MAD) | 2107.1733 |
| Skewness | 0.61124667 |
| Sum | 30029758 |
| Variance | 8960452.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1312.045321 | 1 | < 0.1% |
| 14504.41637 | 1 | < 0.1% |
| 5182.636583 | 1 | < 0.1% |
| 1241.708703 | 1 | < 0.1% |
| 3019.412096 | 1 | < 0.1% |
| 5599.388883 | 1 | < 0.1% |
| 4937.943642 | 1 | < 0.1% |
| 4109.21276 | 1 | < 0.1% |
| 9206.178244 | 1 | < 0.1% |
| 13296.93897 | 1 | < 0.1% |
| Other values (5490) | 5490 |
| Value | Count | Frequency (%) |
| 54.18881317 | 1 | |
| 91.04217403 | 1 | |
| 231.9447747 | 1 | |
| 232.0702994 | 1 | |
| 283.5523572 | 1 | |
| 312.1043517 | 1 | |
| 321.204449 | 1 | |
| 337.2401055 | 1 | |
| 345.4902775 | 1 | |
| 355.244383 | 1 |
| Value | Count | Frequency (%) |
| 15901.16979 | 1 | |
| 15827.87064 | 1 | |
| 15798.41077 | 1 | |
| 15587.95438 | 1 | |
| 15514.56456 | 1 | |
| 15500.55085 | 1 | |
| 15453.23959 | 1 | |
| 15449.3707 | 1 | |
| 15446.31095 | 1 | |
| 15427.85188 | 1 |
velocity_24h
Real number (ℝ)
| Distinct | 5500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4692.6715 |
| Minimum | 1501.3342 |
|---|---|
| Maximum | 9359.9994 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 1501.3342 |
|---|---|
| 5-th percentile | 2542.9455 |
| Q1 | 3498.7048 |
| median | 4711.5902 |
| Q3 | 5662.6667 |
| 95-th percentile | 7241.5974 |
| Maximum | 9359.9994 |
| Range | 7858.6651 |
| Interquartile range (IQR) | 2163.9619 |
Descriptive statistics
| Standard deviation | 1452.5167 |
|---|---|
| Coefficient of variation (CV) | 0.30952873 |
| Kurtosis | -0.3645399 |
| Mean | 4692.6715 |
| Median Absolute Deviation (MAD) | 1067.8065 |
| Skewness | 0.31421097 |
| Sum | 25809694 |
| Variance | 2109804.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2941.556881 | 1 | < 0.1% |
| 6999.810724 | 1 | < 0.1% |
| 2882.417564 | 1 | < 0.1% |
| 5178.522788 | 1 | < 0.1% |
| 3205.782614 | 1 | < 0.1% |
| 3839.773469 | 1 | < 0.1% |
| 5357.490414 | 1 | < 0.1% |
| 4096.711731 | 1 | < 0.1% |
| 5921.416961 | 1 | < 0.1% |
| 5584.842747 | 1 | < 0.1% |
| Other values (5490) | 5490 |
| Value | Count | Frequency (%) |
| 1501.334249 | 1 | |
| 1562.100494 | 1 | |
| 1609.577395 | 1 | |
| 1654.461645 | 1 | |
| 1654.913934 | 1 | |
| 1674.902146 | 1 | |
| 1679.280573 | 1 | |
| 1694.875261 | 1 | |
| 1712.666131 | 1 | |
| 1715.497236 | 1 |
| Value | Count | Frequency (%) |
| 9359.999387 | 1 | |
| 9355.276966 | 1 | |
| 9159.457608 | 1 | |
| 9137.144861 | 1 | |
| 9123.528092 | 1 | |
| 9112.394133 | 1 | |
| 9102.628855 | 1 | |
| 9089.964448 | 1 | |
| 9055.509978 | 1 | |
| 9046.645756 | 1 |
velocity_4w
Real number (ℝ)
| Distinct | 5500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4819.6322 |
| Minimum | 2980.7328 |
|---|---|
| Maximum | 6894.8177 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 2980.7328 |
|---|---|
| 5-th percentile | 3106.4542 |
| Q1 | 4233.699 |
| median | 4884.0574 |
| Q3 | 5482.0771 |
| 95-th percentile | 6573.713 |
| Maximum | 6894.8177 |
| Range | 3914.0848 |
| Interquartile range (IQR) | 1248.378 |
Descriptive statistics
| Standard deviation | 951.85507 |
|---|---|
| Coefficient of variation (CV) | 0.19749538 |
| Kurtosis | -0.48681282 |
| Mean | 4819.6322 |
| Median Absolute Deviation (MAD) | 630.98904 |
| Skewness | -0.018179346 |
| Sum | 26507977 |
| Variance | 906028.08 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4124.607584 | 1 | < 0.1% |
| 5703.215772 | 1 | < 0.1% |
| 4812.882434 | 1 | < 0.1% |
| 5333.045901 | 1 | < 0.1% |
| 4222.062581 | 1 | < 0.1% |
| 4867.236591 | 1 | < 0.1% |
| 5320.409901 | 1 | < 0.1% |
| 5145.525554 | 1 | < 0.1% |
| 5691.261186 | 1 | < 0.1% |
| 6676.898525 | 1 | < 0.1% |
| Other values (5490) | 5490 |
| Value | Count | Frequency (%) |
| 2980.732822 | 1 | |
| 3001.256324 | 1 | |
| 3008.225296 | 1 | |
| 3008.670417 | 1 | |
| 3009.358939 | 1 | |
| 3009.63354 | 1 | |
| 3015.243241 | 1 | |
| 3015.625102 | 1 | |
| 3016.462018 | 1 | |
| 3018.267217 | 1 |
| Value | Count | Frequency (%) |
| 6894.817654 | 1 | |
| 6889.977775 | 1 | |
| 6875.675556 | 1 | |
| 6863.703649 | 1 | |
| 6863.412256 | 1 | |
| 6861.042668 | 1 | |
| 6858.519182 | 1 | |
| 6858.283916 | 1 | |
| 6856.599838 | 1 | |
| 6849.165772 | 1 |
bank_branch_count_8w
Real number (ℝ)
| Distinct | 720 |
|---|---|
| Distinct (%) | 13.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 165.98545 |
| Minimum | 0 |
|---|---|
| Maximum | 2224 |
| Zeros | 1021 |
| Zeros (%) | 18.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 7 |
| Q3 | 18 |
| 95-th percentile | 1439.05 |
| Maximum | 2224 |
| Range | 2224 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 448.77222 |
|---|---|
| Coefficient of variation (CV) | 2.703684 |
| Kurtosis | 7.8226371 |
| Mean | 165.98545 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 2.9804468 |
| Sum | 912920 |
| Variance | 201396.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1021 | |
| 1 | 995 | |
| 2 | 344 | 6.3% |
| 11 | 188 | 3.4% |
| 12 | 154 | 2.8% |
| 10 | 153 | 2.8% |
| 8 | 153 | 2.8% |
| 14 | 146 | 2.7% |
| 9 | 142 | 2.6% |
| 13 | 141 | 2.6% |
| Other values (710) | 2063 |
| Value | Count | Frequency (%) |
| 0 | 1021 | |
| 1 | 995 | |
| 2 | 344 | 6.3% |
| 3 | 62 | 1.1% |
| 4 | 65 | 1.2% |
| 5 | 84 | 1.5% |
| 6 | 99 | 1.8% |
| 7 | 97 | 1.8% |
| 8 | 153 | 2.8% |
| 9 | 142 | 2.6% |
| Value | Count | Frequency (%) |
| 2224 | 1 | |
| 2206 | 1 | |
| 2192 | 1 | |
| 2179 | 1 | |
| 2168 | 1 | |
| 2152 | 1 | |
| 2143 | 1 | |
| 2136 | 1 | |
| 2135 | 1 | |
| 2127 | 1 |
date_of_birth_distinct_emails_4w
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.5603636 |
| Minimum | 0 |
|---|---|
| Maximum | 36 |
| Zeros | 18 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 8 |
| Q3 | 12 |
| 95-th percentile | 18 |
| Maximum | 36 |
| Range | 36 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.0607324 |
|---|---|
| Coefficient of variation (CV) | 0.59118195 |
| Kurtosis | 0.74866575 |
| Mean | 8.5603636 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.81211107 |
| Sum | 47082 |
| Variance | 25.611013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 475 | 8.6% |
| 7 | 469 | 8.5% |
| 6 | 425 | 7.7% |
| 8 | 416 | 7.6% |
| 4 | 379 | 6.9% |
| 9 | 370 | 6.7% |
| 2 | 346 | 6.3% |
| 3 | 344 | 6.3% |
| 11 | 331 | 6.0% |
| 10 | 318 | 5.8% |
| Other values (24) | 1627 |
| Value | Count | Frequency (%) |
| 0 | 18 | 0.3% |
| 1 | 180 | 3.3% |
| 2 | 346 | |
| 3 | 344 | |
| 4 | 379 | |
| 5 | 475 | |
| 6 | 425 | |
| 7 | 469 | |
| 8 | 416 | |
| 9 | 370 |
| Value | Count | Frequency (%) |
| 36 | 2 | < 0.1% |
| 33 | 1 | < 0.1% |
| 32 | 2 | < 0.1% |
| 31 | 1 | < 0.1% |
| 29 | 2 | < 0.1% |
| 28 | 5 | |
| 27 | 3 | 0.1% |
| 26 | 4 | 0.1% |
| 25 | 10 | |
| 24 | 12 |
employment_status
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.48690909 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 4220 |
| Zeros (%) | 76.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.1130055 |
|---|---|
| Coefficient of variation (CV) | 2.2858588 |
| Kurtosis | 7.2533784 |
| Mean | 0.48690909 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7423494 |
| Sum | 2678 |
| Variance | 1.2387811 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4220 | |
| 1 | 630 | 11.5% |
| 2 | 308 | 5.6% |
| 5 | 161 | 2.9% |
| 3 | 101 | 1.8% |
| 4 | 78 | 1.4% |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4220 | |
| 1 | 630 | 11.5% |
| 2 | 308 | 5.6% |
| 3 | 101 | 1.8% |
| 4 | 78 | 1.4% |
| 5 | 161 | 2.9% |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 2 | < 0.1% |
| 5 | 161 | 2.9% |
| 4 | 78 | 1.4% |
| 3 | 101 | 1.8% |
| 2 | 308 | 5.6% |
| 1 | 630 | 11.5% |
| 0 | 4220 |
credit_risk_score
Real number (ℝ)
| Distinct | 403 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 154.288 |
| Minimum | -131 |
|---|---|
| Maximum | 376 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 55 |
| Negative (%) | 1.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | -131 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 96 |
| median | 148 |
| Q3 | 209 |
| 95-th percentile | 294 |
| Maximum | 376 |
| Range | 507 |
| Interquartile range (IQR) | 113 |
Descriptive statistics
| Standard deviation | 78.947403 |
|---|---|
| Coefficient of variation (CV) | 0.51168855 |
| Kurtosis | -0.45474767 |
| Mean | 154.288 |
| Median Absolute Deviation (MAD) | 57 |
| Skewness | 0.18614151 |
| Sum | 848584 |
| Variance | 6232.6925 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 110 | 42 | 0.8% |
| 86 | 39 | 0.7% |
| 172 | 36 | 0.7% |
| 120 | 36 | 0.7% |
| 108 | 35 | 0.6% |
| 100 | 34 | 0.6% |
| 101 | 34 | 0.6% |
| 143 | 33 | 0.6% |
| 99 | 33 | 0.6% |
| 163 | 32 | 0.6% |
| Other values (393) | 5146 |
| Value | Count | Frequency (%) |
| -131 | 1 | |
| -102 | 1 | |
| -97 | 1 | |
| -88 | 1 | |
| -87 | 1 | |
| -81 | 1 | |
| -80 | 1 | |
| -78 | 1 | |
| -75 | 1 | |
| -73 | 1 |
| Value | Count | Frequency (%) |
| 376 | 1 | |
| 375 | 1 | |
| 374 | 1 | |
| 365 | 1 | |
| 360 | 1 | |
| 356 | 1 | |
| 355 | 1 | |
| 354 | 1 | |
| 353 | 1 | |
| 351 | 2 |
email_is_free
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3318 | |
| 0 | 2182 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3318 | |
| 0 | 2182 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3318 | |
| 0 | 2182 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 3318 | |
| 0 | 2182 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 3318 | |
| 0 | 2182 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 3318 | |
| 0 | 2182 |
housing_status
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3470909 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1957 |
| Zeros (%) | 35.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3056596 |
|---|---|
| Coefficient of variation (CV) | 0.96924385 |
| Kurtosis | -0.41167567 |
| Mean | 1.3470909 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.70759913 |
| Sum | 7409 |
| Variance | 1.7047469 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1957 | |
| 2 | 1649 | |
| 1 | 1114 | |
| 4 | 631 | 11.5% |
| 3 | 136 | 2.5% |
| 5 | 13 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 1957 | |
| 1 | 1114 | |
| 2 | 1649 | |
| 3 | 136 | 2.5% |
| 4 | 631 | 11.5% |
| 5 | 13 | 0.2% |
| Value | Count | Frequency (%) |
| 5 | 13 | 0.2% |
| 4 | 631 | 11.5% |
| 3 | 136 | 2.5% |
| 2 | 1649 | |
| 1 | 1114 | |
| 0 | 1957 |
phone_home_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3701 | |
| 1 | 1799 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3701 | |
| 1 | 1799 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3701 | |
| 1 | 1799 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3701 | |
| 1 | 1799 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3701 | |
| 1 | 1799 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3701 | |
| 1 | 1799 |
phone_mobile_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4841 | |
| 0 | 659 | 12.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4841 | |
| 0 | 659 | 12.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4841 | |
| 0 | 659 | 12.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4841 | |
| 0 | 659 | 12.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4841 | |
| 0 | 659 | 12.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4841 | |
| 0 | 659 | 12.0% |
bank_months_count
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.844182 |
| Minimum | -1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1680 |
| Negative (%) | 30.5% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | 4 |
| Q3 | 25 |
| 95-th percentile | 30 |
| Maximum | 31 |
| Range | 32 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 12.49353 |
|---|---|
| Coefficient of variation (CV) | 1.1520952 |
| Kurtosis | -1.4805654 |
| Mean | 10.844182 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.4848086 |
| Sum | 59643 |
| Variance | 156.08828 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 1680 | |
| 1 | 860 | |
| 30 | 428 | 7.8% |
| 28 | 394 | 7.2% |
| 15 | 277 | 5.0% |
| 31 | 263 | 4.8% |
| 25 | 236 | 4.3% |
| 10 | 200 | 3.6% |
| 20 | 174 | 3.2% |
| 2 | 163 | 3.0% |
| Other values (19) | 825 |
| Value | Count | Frequency (%) |
| -1 | 1680 | |
| 1 | 860 | |
| 2 | 163 | 3.0% |
| 3 | 24 | 0.4% |
| 4 | 25 | 0.5% |
| 5 | 152 | 2.8% |
| 6 | 67 | 1.2% |
| 7 | 5 | 0.1% |
| 9 | 28 | 0.5% |
| 10 | 200 | 3.6% |
| Value | Count | Frequency (%) |
| 31 | 263 | |
| 30 | 428 | |
| 29 | 47 | 0.9% |
| 28 | 394 | |
| 27 | 36 | 0.7% |
| 26 | 97 | 1.8% |
| 25 | 236 | |
| 24 | 16 | 0.3% |
| 23 | 4 | 0.1% |
| 22 | 20 | 0.4% |
has_other_cards
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4629 | |
| 1 | 871 | 15.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4629 | |
| 1 | 871 | 15.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4629 | |
| 1 | 871 | 15.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4629 | |
| 1 | 871 | 15.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4629 | |
| 1 | 871 | 15.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4629 | |
| 1 | 871 | 15.8% |
proposed_credit_limit
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 665.57455 |
| Minimum | 200 |
|---|---|
| Maximum | 2100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 200 |
|---|---|
| 5-th percentile | 200 |
| Q1 | 200 |
| median | 200 |
| Q3 | 1500 |
| 95-th percentile | 1500 |
| Maximum | 2100 |
| Range | 1900 |
| Interquartile range (IQR) | 1300 |
Descriptive statistics
| Standard deviation | 586.87529 |
|---|---|
| Coefficient of variation (CV) | 0.88175741 |
| Kurtosis | -0.86720084 |
| Mean | 665.57455 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.83503247 |
| Sum | 3660660 |
| Variance | 344422.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 200 | 2815 | |
| 1500 | 1179 | |
| 500 | 759 | 13.8% |
| 1000 | 448 | 8.1% |
| 2000 | 200 | 3.6% |
| 990 | 52 | 0.9% |
| 510 | 22 | 0.4% |
| 1900 | 18 | 0.3% |
| 490 | 5 | 0.1% |
| 210 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 200 | 2815 | |
| 210 | 1 | < 0.1% |
| 490 | 5 | 0.1% |
| 500 | 759 | 13.8% |
| 510 | 22 | 0.4% |
| 990 | 52 | 0.9% |
| 1000 | 448 | 8.1% |
| 1500 | 1179 | |
| 1900 | 18 | 0.3% |
| 2000 | 200 | 3.6% |
| Value | Count | Frequency (%) |
| 2100 | 1 | < 0.1% |
| 2000 | 200 | 3.6% |
| 1900 | 18 | 0.3% |
| 1500 | 1179 | |
| 1000 | 448 | 8.1% |
| 990 | 52 | 0.9% |
| 510 | 22 | 0.4% |
| 500 | 759 | |
| 490 | 5 | 0.1% |
| 210 | 1 | < 0.1% |
foreign_request
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 | |
|---|---|
| 1 | 197 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5303 | |
| 1 | 197 | 3.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5303 | |
| 1 | 197 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5303 | |
| 1 | 197 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5303 | |
| 1 | 197 | 3.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5303 | |
| 1 | 197 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5303 | |
| 1 | 197 | 3.6% |
source
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 | |
|---|---|
| 1 | 39 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5461 | |
| 1 | 39 | 0.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5461 | |
| 1 | 39 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5461 | |
| 1 | 39 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5461 | |
| 1 | 39 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5461 | |
| 1 | 39 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5461 | |
| 1 | 39 | 0.7% |
session_length_in_minutes
Real number (ℝ)
| Distinct | 5492 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.9056275 |
| Minimum | -1 |
|---|---|
| Maximum | 77.730242 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 8 |
| Negative (%) | 0.1% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1.292612 |
| Q1 | 3.1836955 |
| median | 5.1121734 |
| Q3 | 8.8312064 |
| 95-th percentile | 24.807428 |
| Maximum | 77.730242 |
| Range | 78.730242 |
| Interquartile range (IQR) | 5.6475109 |
Descriptive statistics
| Standard deviation | 8.9029198 |
|---|---|
| Coefficient of variation (CV) | 1.1261497 |
| Kurtosis | 13.060556 |
| Mean | 7.9056275 |
| Median Absolute Deviation (MAD) | 2.4862117 |
| Skewness | 3.2216353 |
| Sum | 43480.951 |
| Variance | 79.261981 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 8 | 0.1% |
| 6.022198272 | 2 | < 0.1% |
| 4.456483055 | 1 | < 0.1% |
| 8.907309959 | 1 | < 0.1% |
| 4.352656473 | 1 | < 0.1% |
| 4.789083314 | 1 | < 0.1% |
| 1.732422481 | 1 | < 0.1% |
| 0.445080736 | 1 | < 0.1% |
| 7.866015689 | 1 | < 0.1% |
| 5.840825551 | 1 | < 0.1% |
| Other values (5482) | 5482 |
| Value | Count | Frequency (%) |
| -1 | 8 | |
| 0.06597924678 | 1 | < 0.1% |
| 0.1110217821 | 1 | < 0.1% |
| 0.1449846511 | 1 | < 0.1% |
| 0.1647204077 | 1 | < 0.1% |
| 0.2360232136 | 1 | < 0.1% |
| 0.265162398 | 1 | < 0.1% |
| 0.3099296667 | 1 | < 0.1% |
| 0.3379993126 | 1 | < 0.1% |
| 0.3772451809 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 77.73024155 | 1 | |
| 73.67424181 | 1 | |
| 69.90564674 | 1 | |
| 69.45262167 | 1 | |
| 67.60214552 | 1 | |
| 65.16586886 | 1 | |
| 64.61179558 | 1 | |
| 64.57177683 | 1 | |
| 64.15290397 | 1 | |
| 63.82582581 | 1 |
device_os
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 3 | |
|---|---|
| 2 | |
| 0 | |
| 1 | |
| 4 | 50 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 2341 | |
| 2 | 1420 | |
| 0 | 1363 | |
| 1 | 326 | 5.9% |
| 4 | 50 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 2341 | |
| 2 | 1420 | |
| 0 | 1363 | |
| 1 | 326 | 5.9% |
| 4 | 50 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 2341 | |
| 2 | 1420 | |
| 0 | 1363 | |
| 1 | 326 | 5.9% |
| 4 | 50 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 2341 | |
| 2 | 1420 | |
| 0 | 1363 | |
| 1 | 326 | 5.9% |
| 4 | 50 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 2341 | |
| 2 | 1420 | |
| 0 | 1363 | |
| 1 | 326 | 5.9% |
| 4 | 50 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 2341 | |
| 2 | 1420 | |
| 0 | 1363 | |
| 1 | 326 | 5.9% |
| 4 | 50 | 0.9% |
keep_alive_session
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2988 | |
| 1 | 2512 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2988 | |
| 1 | 2512 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2988 | |
| 1 | 2512 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2988 | |
| 1 | 2512 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2988 | |
| 1 | 2512 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2988 | |
| 1 | 2512 |
device_distinct_emails_8w
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 1 | |
|---|---|
| 2 | 326 |
| 0 | 60 |
| -1 | 3 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.0005455 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5503 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5111 | |
| 2 | 326 | 5.9% |
| 0 | 60 | 1.1% |
| -1 | 3 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5114 | |
| 2 | 326 | 5.9% |
| 0 | 60 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5114 | |
| 2 | 326 | 5.9% |
| 0 | 60 | 1.1% |
| - | 3 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 | |
| Dash Punctuation | 3 | 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 5114 | |
| 2 | 326 | 5.9% |
| 0 | 60 | 1.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5503 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 5114 | |
| 2 | 326 | 5.9% |
| 0 | 60 | 1.1% |
| - | 3 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5503 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 5114 | |
| 2 | 326 | 5.9% |
| 0 | 60 | 1.1% |
| - | 3 | 0.1% |
device_fraud_count
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5500 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5500 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5500 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5500 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5500 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5500 |
month
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4332727 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 734 |
| Zeros (%) | 13.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.2709096 |
|---|---|
| Coefficient of variation (CV) | 0.66144167 |
| Kurtosis | -1.2089142 |
| Mean | 3.4332727 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.021075218 |
| Sum | 18883 |
| Variance | 5.1570306 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 766 | |
| 0 | 734 | |
| 2 | 698 | |
| 5 | 689 | |
| 6 | 685 | |
| 4 | 662 | |
| 1 | 646 | |
| 7 | 620 |
| Value | Count | Frequency (%) |
| 0 | 734 | |
| 1 | 646 | |
| 2 | 698 | |
| 3 | 766 | |
| 4 | 662 | |
| 5 | 689 | |
| 6 | 685 | |
| 7 | 620 |
| Value | Count | Frequency (%) |
| 7 | 620 | |
| 6 | 685 | |
| 5 | 689 | |
| 4 | 662 | |
| 3 | 766 | |
| 2 | 698 | |
| 1 | 646 | |
| 0 | 734 |
| fraud_bool | income | name_email_similarity | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | date_of_birth_distinct_emails_4w | employment_status | credit_risk_score | email_is_free | housing_status | phone_home_valid | phone_mobile_valid | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | device_distinct_emails_8w | device_fraud_count | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9414 | 0 | 0.8 | 0.779245 | -1 | 138 | 30 | 0.021109 | -1.253772 | 3 | 745 | 1312.045321 | 2941.556881 | 4124.607584 | 10 | 11 | 0 | 134 | 1 | 1 | 1 | 1 | 2 | 0 | 200.0 | 0 | 0 | 4.828851 | 0 | 1 | 1 | 0 | 5 |
| 5695 | 1 | 0.9 | 0.331740 | -1 | 171 | 30 | 0.018600 | 0.001803 | 3 | 1838 | 733.287595 | 6538.830365 | 4234.778124 | 10 | 2 | 0 | 265 | 1 | 0 | 0 | 1 | 1 | 0 | 1500.0 | 0 | 0 | 2.339753 | 3 | 0 | 1 | 0 | 1 |
| 5612 | 0 | 0.7 | 0.993781 | 27 | 3 | 20 | 3.168827 | -0.939387 | 2 | 1519 | 7589.856133 | 6937.282824 | 5961.404433 | 19 | 3 | 1 | 132 | 1 | 2 | 0 | 1 | -1 | 0 | 500.0 | 0 | 0 | 5.666658 | 3 | 0 | 1 | 0 | 0 |
| 2605 | 0 | 0.8 | 0.675565 | -1 | 40 | 40 | 0.019582 | -1.382736 | 1 | 859 | 6014.081770 | 3388.131834 | 4326.567101 | 10 | 7 | 0 | 80 | 0 | 1 | 1 | 1 | 1 | 0 | 200.0 | 0 | 0 | 10.236217 | 2 | 0 | 2 | 0 | 6 |
| 1371 | 1 | 0.9 | 0.711604 | -1 | 88 | 20 | 0.027377 | -1.093703 | 0 | 606 | 4315.040796 | 4234.736133 | 3008.670417 | 14 | 9 | 0 | 90 | 1 | 4 | 1 | 0 | 1 | 0 | 200.0 | 0 | 0 | 1.008182 | 2 | 1 | 1 | 0 | 7 |
| 7071 | 0 | 0.4 | 0.370633 | 53 | 6 | 30 | 0.001329 | -0.688428 | 1 | 1428 | 3111.549712 | 6120.446097 | 5046.207629 | 1297 | 12 | 0 | 180 | 1 | 4 | 0 | 1 | 20 | 0 | 1000.0 | 0 | 0 | 5.581647 | 2 | 1 | 1 | 0 | 3 |
| 9563 | 0 | 0.5 | 0.272059 | 10 | 1 | 20 | 0.029865 | -1.045670 | 2 | 1564 | 6011.523028 | 4990.373195 | 5066.189116 | 1 | 10 | 0 | 129 | 1 | 2 | 0 | 1 | -1 | 0 | 500.0 | 0 | 0 | 6.759434 | 3 | 1 | 1 | 0 | 7 |
| 1089 | 0 | 0.8 | 0.818398 | 120 | 4 | 40 | 0.017229 | -1.606182 | 3 | 583 | 6011.472880 | 5069.346578 | 5551.667164 | 15 | 14 | 0 | 157 | 1 | 1 | 0 | 1 | 1 | 0 | 200.0 | 0 | 0 | 11.416414 | 3 | 1 | 1 | 0 | 2 |
| 2689 | 1 | 0.9 | 0.057792 | -1 | 133 | 60 | 0.011751 | -0.487804 | 1 | 4627 | 4061.450193 | 4847.535575 | 4870.423046 | 15 | 1 | 2 | 260 | 1 | 0 | 1 | 0 | 25 | 0 | 500.0 | 0 | 0 | 23.613797 | 3 | 0 | 1 | 0 | 3 |
| 8667 | 1 | 0.9 | 0.150778 | -1 | 150 | 50 | 9.195028 | 48.672171 | 0 | 1460 | 4926.161290 | 6058.099873 | 6611.081328 | 3 | 3 | 0 | 50 | 1 | 3 | 0 | 1 | 28 | 0 | 200.0 | 0 | 0 | 2.391361 | 3 | 1 | 1 | 0 | 1 |
| fraud_bool | income | name_email_similarity | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | date_of_birth_distinct_emails_4w | employment_status | credit_risk_score | email_is_free | housing_status | phone_home_valid | phone_mobile_valid | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | device_distinct_emails_8w | device_fraud_count | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4518 | 0 | 0.1 | 0.340333 | 54 | 0 | 20 | 6.196026 | -1.003855 | 2 | 3369 | 9729.508259 | 8344.042181 | 5310.443457 | 30 | 11 | 0 | 38 | 1 | 2 | 0 | 1 | 1 | 0 | 200.0 | 0 | 0 | 44.918078 | 0 | 1 | 1 | 0 | 2 |
| 3186 | 0 | 0.9 | 0.994330 | -1 | 50 | 30 | 0.000150 | 48.012012 | 0 | 787 | 5011.394167 | 4892.742299 | 5601.340220 | 8 | 12 | 0 | 126 | 1 | 1 | 0 | 1 | 16 | 1 | 200.0 | 0 | 0 | 6.074371 | 0 | 0 | 1 | 0 | 2 |
| 757 | 1 | 0.5 | 0.125351 | -1 | 194 | 50 | 0.041308 | -0.740768 | 1 | 721 | 1620.396890 | 3738.435453 | 3094.142196 | 645 | 0 | 0 | 251 | 1 | 0 | 0 | 1 | 5 | 0 | 1500.0 | 0 | 0 | 20.637848 | 0 | 0 | 1 | 0 | 0 |
| 8734 | 0 | 0.5 | 0.988162 | -1 | 78 | 40 | 0.016588 | -1.600208 | 1 | 395 | 2519.674383 | 4874.538445 | 4682.537422 | 1 | 17 | 5 | 193 | 0 | 1 | 1 | 1 | 1 | 0 | 1000.0 | 0 | 0 | 1.396403 | 2 | 0 | 1 | 0 | 4 |
| 2836 | 0 | 0.1 | 0.809111 | -1 | 206 | 20 | 0.008169 | -0.737300 | 3 | 3782 | 7427.835526 | 7127.342510 | 6805.050429 | 1 | 12 | 1 | 109 | 0 | 4 | 0 | 1 | 1 | 0 | 200.0 | 0 | 0 | 8.604057 | 3 | 1 | 1 | 0 | 0 |
| 5471 | 0 | 0.1 | 0.344062 | -1 | 35 | 20 | 0.002665 | -1.568294 | 1 | 2605 | 2502.951651 | 5447.046437 | 4823.893305 | 2 | 12 | 4 | 96 | 1 | 2 | 0 | 1 | 21 | 0 | 200.0 | 0 | 0 | 6.334895 | 2 | 1 | 1 | 0 | 4 |
| 9160 | 1 | 0.1 | 0.090230 | -1 | 95 | 80 | 0.004980 | -1.649791 | 1 | 889 | 3734.102942 | 4368.279708 | 4228.561516 | 0 | 2 | 2 | 226 | 1 | 0 | 1 | 1 | -1 | 0 | 1500.0 | 0 | 0 | 4.221875 | 3 | 0 | 1 | 0 | 5 |
| 480 | 1 | 0.4 | 0.469968 | -1 | 50 | 30 | 3.032884 | -0.929847 | 2 | 3982 | 4684.544286 | 5187.871286 | 4285.064937 | 1 | 13 | 0 | 75 | 0 | 4 | 0 | 1 | -1 | 0 | 200.0 | 0 | 1 | 2.342807 | 3 | 0 | 1 | 0 | 6 |
| 1733 | 1 | 0.8 | 0.151689 | -1 | 49 | 50 | 3.179164 | 50.034267 | 0 | 643 | 2475.886432 | 3147.078312 | 3972.770811 | 1 | 8 | 0 | 99 | 0 | 0 | 0 | 1 | -1 | 0 | 200.0 | 0 | 0 | 7.200848 | 2 | 0 | 1 | 0 | 6 |
| 8239 | 0 | 0.4 | 0.106095 | 27 | 3 | 30 | 0.027857 | -0.671924 | 1 | 1565 | 5197.482364 | 5864.983677 | 4693.452736 | 8 | 19 | 1 | 109 | 1 | 2 | 0 | 1 | 20 | 0 | 500.0 | 0 | 0 | 5.286282 | 0 | 1 | 1 | 0 | 3 |